Songtao Feng

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 26

Top Topics

Function Approximation

Reinforcement Learning

Top Venues

IEEE Trans. Inf. Theory

Publications

Songtao Feng, Ming Yin, Ruiquan Huang, Yu-Xiang Wang, Jing Yang, Yingbin Liang
Toward General Function Approximation in Nonstationary Reinforcement Learning. IEEE J. Sel. Areas Inf. Theory 5 (2024)
Haque Ishfaq, Thanh Nguyen-Tang, Songtao Feng, Raman Arora, Mengdi Wang, Ming Yin, Doina Precup
Offline Multitask Representation Learning for Reinforcement Learning. CoRR (2024)
Songtao Feng, Ming Yin, Ruiquan Huang, Yu-Xiang Wang, Jing Yang, Yingbin Liang
Non-stationary Reinforcement Learning under General Function Approximation. ICML (2023)
Songtao Feng, Ming Yin, Yu-Xiang Wang, Jing Yang, Yingbin Liang
Model-Free Algorithm with Improved Sample Efficiency for Zero-Sum Markov Games. CoRR (2023)
Songtao Feng, Ming Yin, Ruiquan Huang, Yu-Xiang Wang, Jing Yang, Yingbin Liang
Non-stationary Reinforcement Learning under General Function Approximation. CoRR (2023)
Yuan Cheng, Songtao Feng, Jing Yang, Hong Zhang, Yingbin Liang
Provable Benefit of Multitask Representation Learning in Reinforcement Learning. CoRR (2022)
Songtao Feng, Jing Yang
Precoding and Scheduling for AoI Minimization in MIMO Broadcast Channels. IEEE Trans. Inf. Theory 68 (8) (2022)
Yuan Cheng, Songtao Feng, Jing Yang, Hong Zhang, Yingbin Liang
Provable Benefit of Multitask Representation Learning in Reinforcement Learning. NeurIPS (2022)
Songtao Feng, Jing Yang
Age of Information Minimization for an Energy Harvesting Source With Updating Erasures: Without and With Feedback. IEEE Trans. Commun. 69 (8) (2021)
Songtao Feng, Jing Yang
Adaptive Surveillance Testing for Efficient Infection Rate Estimation. ISIT (2021)
Songtao Feng, Jing Yang
Information Freshness for Timely Detection of Status Changes. CoRR (2020)
Songtao Feng, Jing Yang
Information Freshness for Timely Detection of Status Changes. CISS (2020)
Songtao Feng, Jing Yang
AoI Minimization in Broadcast Channels with Channel State Information. ISIT (2020)
Songtao Feng, Jing Yang
Precoding and Scheduling for AoI Minimization in MIMO Broadcast Channels. CoRR (2020)
Songtao Feng, Jing Yang
Adaptive Coding for Information Freshness in a Two-User Broadcast Erasure Channel. GLOBECOM (2019)
Boyu Wang, Songtao Feng, Jing Yang
When to preempt? Age of information minimization under link capacity constraint. J. Commun. Networks 21 (3) (2019)
Songtao Feng, Jing Yang
Age-Optimal Transmission of Rateless Codes in an Erasure Channel. ICC (2019)
Songtao Feng, Jing Yang
Age-Optimal Transmission of Rateless Codes in an Erasure Channel. CoRR (2019)
Songtao Feng, Jing Yang
Adaptive Coding for Information Freshness in a Two-user Broadcast Erasure Channel. CoRR (2019)
Songtao Feng, Jing Yang
Age of Information Minimization for an Energy Harvesting Source with Updating Erasures: With and Without Feedback. CoRR (2018)
Songtao Feng, Jing Yang
Optimal status updating for an energy harvesting sensor with a noisy channel. INFOCOM Workshops (2018)
Songtao Feng, Jing Yang
Optimal Status Updating for an Energy Harvesting Sensor with a Noisy Channel. CoRR (2018)
Songtao Feng, Jing Yang
Minimizing Age of Information for an Energy Harvesting Source with Updating Failures. ISIT (2018)
Boyu Wang, Songtao Feng, Jing Yang
To Skip or to Switch? Minimizing Age of Information under Link Capacity Constraint. CoRR (2018)
Boyu Wang, Songtao Feng, Jing Yang
When to Preempt? Age of Information Minimization under Link Capacity Constraint. CoRR (2018)
Boyu Wang, Songtao Feng, Jing Yang
To Skip or to Switch? Minimizing Age of Information Under Link Capacity Constraint. SPAWC (2018)